df_aemet

Dataset statistics

Number of variables	20
Number of observations	28132
Missing cells	10820
Missing cells (%)	1.9%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	7.2 MiB
Average record size in memory	269.8 B

Variable types

NUM	17
CAT	2
DATE	1

Warnings

`Code provincia alpha` has a high cardinality: 52 distinct values	High cardinality
`value__tmed__min` is highly correlated with `value__tmed__mean` and 4 other fields	High correlation
`value__tmed__mean` is highly correlated with `value__tmed__min` and 7 other fields	High correlation
`value__tmed__max` is highly correlated with `value__tmed__mean` and 5 other fields	High correlation
`value__prec__max` is highly correlated with `value__prec__mean` and 1 other fields	High correlation
`value__prec__mean` is highly correlated with `value__prec__max`	High correlation
`value__prec__std` is highly correlated with `value__prec__max`	High correlation
`value__tmin__mean` is highly correlated with `value__tmed__mean` and 3 other fields	High correlation
`value__tmin__min` is highly correlated with `value__tmed__mean` and 2 other fields	High correlation
`value__tmin__max` is highly correlated with `value__tmed__mean` and 2 other fields	High correlation
`value__tmax__mean` is highly correlated with `value__tmed__mean` and 4 other fields	High correlation
`value__tmax__min` is highly correlated with `value__tmed__mean` and 3 other fields	High correlation
`value__tmax__max` is highly correlated with `value__tmed__mean` and 3 other fields	High correlation
`Code comunidad autónoma alpha` is highly correlated with `Code provincia alpha`	High correlation
`Code provincia alpha` is highly correlated with `Code comunidad autónoma alpha`	High correlation
`value__tmed__std` has 2705 (9.6%) missing values	Missing
`value__prec__std` has 2705 (9.6%) missing values	Missing
`value__tmin__std` has 2705 (9.6%) missing values	Missing
`value__tmax__std` has 2705 (9.6%) missing values	Missing
`Code provincia alpha` is uniformly distributed	Uniform
`value__prec__sum` has 14063 (50.0%) zeros	Zeros
`value__prec__mean` has 13878 (49.3%) zeros	Zeros
`value__prec__std` has 12120 (43.1%) zeros	Zeros
`value__prec__min` has 21078 (74.9%) zeros	Zeros
`value__prec__max` has 13878 (49.3%) zeros	Zeros

Reproduction

Analysis started	2021-07-17 17:56:07.659416
Analysis finished	2021-07-17 17:56:41.383740
Duration	33.72 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

fecha
Date

Distinct	541
Distinct (%)	1.9%
Missing	0
Missing (%)	0.0%
Memory size	439.6 KiB

Minimum	2020-01-01 00:00:00
Maximum	2021-06-24 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

Code provincia alpha
Categorical

HIGH CARDINALITY
HIGH CORRELATION
UNIFORM

Distinct	52
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	439.6 KiB

V	541
SG	541
C	541
AB	541
CU	541
Other values (47)	25427

Common Values
Overview

Value	Count	Frequency (%)
V	541	1.9%
SG	541	1.9%
C	541	1.9%
AB	541	1.9%
CU	541	1.9%
M	541	1.9%
BA	541	1.9%
LE	541	1.9%
CA	541	1.9%
PM	541	1.9%
ML	541	1.9%
BI	541	1.9%
CR	541	1.9%
SE	541	1.9%
LO	541	1.9%
SO	541	1.9%
CE	541	1.9%
AV	541	1.9%
S	541	1.9%
T	541	1.9%
SA	541	1.9%
A	541	1.9%
VI	541	1.9%
Z	541	1.9%
TF	541	1.9%
Other values (27)	14607	51.9%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	1.75
Min length	1

Overview of Unicode Properties

Unique unicode characters	20
Unique unicode categories	1 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
A	5951	12.1%
C	5410	11.0%
S	4328	8.8%
O	3787	7.7%
L	3246	6.6%
U	3246	6.6%
B	2705	5.5%
G	2705	5.5%
M	2705	5.5%
V	2164	4.4%
E	2164	4.4%
T	2164	4.4%
I	1623	3.3%
R	1623	3.3%
P	1623	3.3%
H	1082	2.2%
Z	1082	2.2%
J	541	1.1%
N	541	1.1%
F	541	1.1%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	49231	100.0%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
A	5951	12.1%
C	5410	11.0%
S	4328	8.8%
O	3787	7.7%
L	3246	6.6%
U	3246	6.6%
B	2705	5.5%
G	2705	5.5%
M	2705	5.5%
V	2164	4.4%
E	2164	4.4%
T	2164	4.4%
I	1623	3.3%
R	1623	3.3%
P	1623	3.3%
H	1082	2.2%
Z	1082	2.2%
J	541	1.1%
N	541	1.1%
F	541	1.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	49231	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
A	5951	12.1%
C	5410	11.0%
S	4328	8.8%
O	3787	7.7%
L	3246	6.6%
U	3246	6.6%
B	2705	5.5%
G	2705	5.5%
M	2705	5.5%
V	2164	4.4%
E	2164	4.4%
T	2164	4.4%
I	1623	3.3%
R	1623	3.3%
P	1623	3.3%
H	1082	2.2%
Z	1082	2.2%
J	541	1.1%
N	541	1.1%
F	541	1.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	49231	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
A	5951	12.1%
C	5410	11.0%
S	4328	8.8%
O	3787	7.7%
L	3246	6.6%
U	3246	6.6%
B	2705	5.5%
G	2705	5.5%
M	2705	5.5%
V	2164	4.4%
E	2164	4.4%
T	2164	4.4%
I	1623	3.3%
R	1623	3.3%
P	1623	3.3%
H	1082	2.2%
Z	1082	2.2%
J	541	1.1%
N	541	1.1%
F	541	1.1%

value__tmed__mean
Real number (ℝ)

HIGH CORRELATION

Distinct	10277
Distinct (%)	36.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	14.68626326
Minimum	-7.8
Maximum	35.4
Zeros	2
Zeros (%)	< 0.1%
Memory size	439.6 KiB

Quantile statistics

Minimum	-7.8
5-th percentile	4.5
Q1	10.1
median	14.1
Q3	19.38472222
95-th percentile	25.85
Maximum	35.4
Range	43.2
Interquartile range (IQR)	9.284722222

Descriptive statistics

Standard deviation	6.46667032
Coefficient of variation (CV)	0.4403210131
Kurtosis	-0.4431002291
Mean	14.68626326
Median Absolute Deviation (MAD)	4.54
Skewness	0.1342741406
Sum	413153.9582
Variance	41.81782502
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
13	73	0.3%
15	67	0.2%
11.6	60	0.2%
16.2	57	0.2%
11	56	0.2%
12	55	0.2%
10	54	0.2%
8.6	54	0.2%
14.4	54	0.2%
16.4	54	0.2%
14.6	54	0.2%
17	53	0.2%
10.4	53	0.2%
12.8	53	0.2%
12.4	53	0.2%
9	53	0.2%
10.5	51	0.2%
10.2	51	0.2%
13.4	51	0.2%
14	51	0.2%
15.8	50	0.2%
11.5	50	0.2%
10.8	47	0.2%
18.8	47	0.2%
19.2	46	0.2%
Other values (10252)	26785	95.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-7.8	1	< 0.1%
-6.3	1	< 0.1%
-6.2	1	< 0.1%
-6.125	1	< 0.1%
-6	1	< 0.1%
-5.975	1	< 0.1%
-5.75	1	< 0.1%
-5.525	1	< 0.1%
-5.3	1	< 0.1%
-5.225	1	< 0.1%

Value	Count	Frequency (%)
35.4	1	< 0.1%
32.8	1	< 0.1%
32.7	1	< 0.1%
32.575	1	< 0.1%
32.525	1	< 0.1%
32.425	1	< 0.1%
32.35	1	< 0.1%
32.3	1	< 0.1%
32.3	1	< 0.1%
32.25	1	< 0.1%

value__tmed__std
Real number (ℝ_≥0)

MISSING

Distinct	20820
Distinct (%)	81.9%
Missing	2705
Missing (%)	9.6%
Infinite	0
Infinite (%)	0.0%

Mean	1.768801373
Minimum	0
Maximum	7.990306627
Zeros	95
Zeros (%)	0.3%
Memory size	439.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0.3953475238
Q1	1.004572878
median	1.551773179
Q3	2.273197871
95-th percentile	4.007883897
Maximum	7.990306627
Range	7.990306627
Interquartile range (IQR)	1.268624994

Descriptive statistics

Standard deviation	1.092408598
Coefficient of variation (CV)	0.6175982305
Kurtosis	1.674067433
Mean	1.768801373
Median Absolute Deviation (MAD)	0.617492661
Skewness	1.173941872
Sum	44975.31252
Variance	1.193356545
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.7071067812	106	0.4%
0	95	0.3%
0.3535533906	78	0.3%
1.414213562	59	0.2%
0.1414213562	57	0.2%
1.060660172	56	0.2%
0.5656854249	39	0.1%
0.2828427125	38	0.1%
0.2828427125	36	0.1%
0.2121320344	35	0.1%
0.4242640687	29	0.1%
0.2828427125	26	0.1%
0.4242640687	26	0.1%
0.4242640687	26	0.1%
0.9899494937	25	0.1%
0.07071067812	24	0.1%
1.272792206	23	0.1%
0.8485281374	23	0.1%
2.121320344	22	0.1%
0.4242640687	22	0.1%
0.1414213562	22	0.1%
0.07071067812	21	0.1%
0.2828427125	21	0.1%
1.767766953	20	0.1%
1.555634919	19	0.1%
Other values (20795)	24479	87.0%
(Missing)	2705	9.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	95	0.3%
0.02357022604	2	< 0.1%
0.03535533906	1	< 0.1%
0.03535533906	3	< 0.1%
0.03535533906	1	< 0.1%
0.04040610178	1	< 0.1%
0.04714045208	2	< 0.1%
0.04714045208	1	< 0.1%
0.04714045208	1	< 0.1%
0.05	1	< 0.1%

Value	Count	Frequency (%)
7.990306627	1	< 0.1%
7.778174593	1	< 0.1%
7.596271015	1	< 0.1%
7.511990415	1	< 0.1%
7.495331881	1	< 0.1%
7.393860065	1	< 0.1%
7.365403361	1	< 0.1%
7.353910524	2	< 0.1%
7.283199846	1	< 0.1%
7.283199846	1	< 0.1%

value__tmed__min
Real number (ℝ)

HIGH CORRELATION

Distinct	2205
Distinct (%)	7.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	12.62348393
Minimum	-15.2
Maximum	35.4
Zeros	47
Zeros (%)	0.2%
Memory size	439.6 KiB

Quantile statistics

Minimum	-15.2
5-th percentile	2
Q1	7.879166667
median	12
Q3	17.6
95-th percentile	24.4
Maximum	35.4
Range	50.6
Interquartile range (IQR)	9.720833333

Descriptive statistics

Standard deviation	6.832133445
Coefficient of variation (CV)	0.5412240774
Kurtosis	-0.3837962977
Mean	12.62348393
Median Absolute Deviation (MAD)	4.8
Skewness	0.1142410977
Sum	355123.85
Variance	46.67804742
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
11.4	247	0.9%
11.6	244	0.9%
10.6	229	0.8%
11	226	0.8%
10.4	225	0.8%
13	223	0.8%
9.2	221	0.8%
10.8	218	0.8%
9	217	0.8%
8.2	216	0.8%
10	215	0.8%
11.2	214	0.8%
9.6	214	0.8%
9.4	213	0.8%
7	211	0.8%
12.6	204	0.7%
8.8	200	0.7%
12.2	199	0.7%
10.2	197	0.7%
13.8	196	0.7%
9.8	195	0.7%
8.4	194	0.7%
8.6	194	0.7%
7.6	192	0.7%
12	192	0.7%
Other values (2180)	22836	81.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-15.2	1	< 0.1%
-13.3	1	< 0.1%
-12.3	1	< 0.1%
-11.8	1	< 0.1%
-10.8	1	< 0.1%
-10.4	1	< 0.1%
-9.4	1	< 0.1%
-9.3	1	< 0.1%
-9.1	1	< 0.1%
-9	1	< 0.1%

Value	Count	Frequency (%)
35.4	1	< 0.1%
32.8	1	< 0.1%
32.3	1	< 0.1%
32.2	2	< 0.1%
31.9	1	< 0.1%
31.8	1	< 0.1%
31.6	1	< 0.1%
31.4	3	< 0.1%
31.3	1	< 0.1%
31.2	2	< 0.1%

value__tmed__max
Real number (ℝ)

HIGH CORRELATION

Distinct	2070
Distinct (%)	7.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	16.22253839
Minimum	-6.2
Maximum	35.4
Zeros	6
Zeros (%)	< 0.1%
Memory size	439.6 KiB

Quantile statistics

Minimum	-6.2
5-th percentile	6
Q1	11.6
median	15.6
Q3	20.9
95-th percentile	27.4
Maximum	35.4
Range	41.6
Interquartile range (IQR)	9.3

Descriptive statistics

Standard deviation	6.49592884
Coefficient of variation (CV)	0.4004261654
Kurtosis	-0.4420963596
Mean	16.22253839
Median Absolute Deviation (MAD)	4.533333333
Skewness	0.1365259204
Sum	456372.45
Variance	42.1970915
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
14.4	251	0.9%
15	248	0.9%
12.2	243	0.9%
15.6	237	0.8%
14	235	0.8%
14.6	234	0.8%
13.2	233	0.8%
12.8	220	0.8%
15.4	219	0.8%
15.2	218	0.8%
12.4	217	0.8%
13.8	215	0.8%
13	214	0.8%
12.6	212	0.8%
16.4	212	0.8%
11.6	212	0.8%
13.6	210	0.7%
14.2	210	0.7%
15.8	210	0.7%
11.4	207	0.7%
12	205	0.7%
16	205	0.7%
13.4	204	0.7%
14.8	192	0.7%
16.6	192	0.7%
Other values (2045)	22677	80.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-6.2	1	< 0.1%
-6	1	< 0.1%
-5.65	1	< 0.1%
-5.1	1	< 0.1%
-4.55	1	< 0.1%
-4	1	< 0.1%
-3.6	1	< 0.1%
-3.45	1	< 0.1%
-3.4	1	< 0.1%
-3.1	1	< 0.1%

Value	Count	Frequency (%)
35.4	1	< 0.1%
34.6	2	< 0.1%
34.3	1	< 0.1%
34.2	1	< 0.1%
34	1	< 0.1%
33.9	1	< 0.1%
33.8	1	< 0.1%
33.6	1	< 0.1%
33.4	4	< 0.1%
33.2	8	< 0.1%

value__prec__sum
Real number (ℝ_≥0)

ZEROS

Distinct	3098
Distinct (%)	11.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	7.987256505
Minimum	0
Maximum	709.6
Zeros	14063
Zeros (%)	50.0%
Memory size	439.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.01666666667
Q3	4.2
95-th percentile	42.7
Maximum	709.6
Range	709.6
Interquartile range (IQR)	4.2

Descriptive statistics

Standard deviation	24.49519829
Coefficient of variation (CV)	3.066784981
Kurtosis	95.50916376
Mean	7.987256505
Median Absolute Deviation (MAD)	0.01666666667
Skewness	7.481379648
Sum	224697.5
Variance	600.0147392
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	14063	50.0%
0.2	850	3.0%
0.1	720	2.6%
0.4	413	1.5%
0.8	194	0.7%
0.6	189	0.7%
0.5	174	0.6%
1	162	0.6%
0.3	154	0.5%
1.6	114	0.4%
1.2	112	0.4%
0.3	102	0.4%
1.4	102	0.4%
2	100	0.4%
0.7	95	0.3%
2.2	92	0.3%
0.6	80	0.3%
1.5	80	0.3%
1.1	77	0.3%
1.8	75	0.3%
3.2	72	0.3%
2.4	69	0.2%
3	66	0.2%
2.6	66	0.2%
4.2	65	0.2%
Other values (3073)	9846	35.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	14063	50.0%
0.01666666667	22	0.1%
0.01666666667	18	0.1%
0.03333333333	39	0.1%
0.03333333333	18	0.1%
0.03333333333	30	0.1%
0.05	5	< 0.1%
0.05	2	< 0.1%
0.05	40	0.1%
0.05	5	< 0.1%

Value	Count	Frequency (%)
709.6	1	< 0.1%
541.9	1	< 0.1%
516.4	1	< 0.1%
467.5	1	< 0.1%
457.7	1	< 0.1%
430.3333333	1	< 0.1%
414.4	1	< 0.1%
395.1	1	< 0.1%
394.3	1	< 0.1%
391.9	1	< 0.1%

value__prec__mean
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	4743
Distinct (%)	16.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.847380057
Minimum	0
Maximum	134.2
Zeros	13878
Zeros (%)	49.3%
Memory size	439.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.01
Q3	1.225
95-th percentile	10.23761905
Maximum	134.2
Range	134.2
Interquartile range (IQR)	1.225

Descriptive statistics

Standard deviation	4.836977506
Coefficient of variation (CV)	2.618290421
Kurtosis	56.39655216
Mean	1.847380057
Median Absolute Deviation (MAD)	0.01
Skewness	5.637200281
Sum	51970.49575
Variance	23.3963514
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	13878	49.3%
0.05	268	1.0%
0.1	262	0.9%
0.2	234	0.8%
0.025	222	0.8%
0.03333333333	181	0.6%
0.06666666667	165	0.6%
0.04	150	0.5%
0.4	146	0.5%
0.02	141	0.5%
0.6	117	0.4%
0.01666666667	114	0.4%
0.1333333333	100	0.4%
0.3	90	0.3%
0.5	84	0.3%
1	83	0.3%
0.8	65	0.2%
1.2	63	0.2%
1.6	63	0.2%
0.25	62	0.2%
0.08	61	0.2%
0.01	58	0.2%
0.125	55	0.2%
0.2666666667	51	0.2%
0.075	49	0.2%
Other values (4718)	11370	40.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	13878	49.3%
0.001515151515	1	< 0.1%
0.001666666667	2	< 0.1%
0.002083333333	1	< 0.1%
0.002380952381	1	< 0.1%
0.002777777778	2	< 0.1%
0.002777777778	4	< 0.1%
0.00303030303	1	< 0.1%
0.003333333333	2	< 0.1%
0.003333333333	5	< 0.1%

Value	Count	Frequency (%)
134.2	1	< 0.1%
78.84444444	1	< 0.1%
74.025	1	< 0.1%
73.77142857	1	< 0.1%
73.35	1	< 0.1%
65.14	1	< 0.1%
63.16666667	1	< 0.1%
61.525	1	< 0.1%
61.47619048	1	< 0.1%
59.15	1	< 0.1%

value__prec__std
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING
ZEROS

Distinct	8793
Distinct (%)	34.6%
Missing	2705
Missing (%)	9.6%
Infinite	0
Infinite (%)	0.0%

Mean	1.324181887
Minimum	0
Maximum	73.6805266
Zeros	12120
Zeros (%)	43.1%
Memory size	439.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.04082482905
Q3	1.11835513
95-th percentile	6.928734316
Maximum	73.6805266
Range	73.6805266
Interquartile range (IQR)	1.11835513

Descriptive statistics

Standard deviation	3.268668411
Coefficient of variation (CV)	2.46844368
Kurtosis	58.25060854
Mean	1.324181887
Median Absolute Deviation (MAD)	0.04082482905
Skewness	5.799194228
Sum	33669.97285
Variance	10.68419318
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	12120	43.1%
0.1	244	0.9%
0.05	211	0.8%
0.1154700538	144	0.5%
0.0894427191	112	0.4%
0.1414213562	105	0.4%
0.05773502692	103	0.4%
0.04472135955	102	0.4%
0.2	91	0.3%
0.04082482905	68	0.2%
0.2309401077	50	0.2%
0.07071067812	50	0.2%
0.08164965809	48	0.2%
0.09574271078	47	0.2%
0.3535533906	44	0.2%
0.4	41	0.1%
0.1788854382	39	0.1%
0.0377964473	38	0.1%
0.0316227766	36	0.1%
0.2828427125	34	0.1%
0.03333333333	34	0.1%
0.2828427125	34	0.1%
0.3464101615	33	0.1%
0.0894427191	32	0.1%
0.15	31	0.1%
Other values (8768)	11536	41.0%
(Missing)	2705	9.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	12120	43.1%
0.002438299245	1	< 0.1%
0.004876598491	1	< 0.1%
0.005025189076	1	< 0.1%
0.005270462767	2	< 0.1%
0.00589255651	1	< 0.1%
0.006299407883	1	< 0.1%
0.006487491201	1	< 0.1%
0.006804138174	4	< 0.1%
0.006804138174	1	< 0.1%

Value	Count	Frequency (%)
73.6805266	1	< 0.1%
64.77098116	1	< 0.1%
61.50136051	1	< 0.1%
57.74742418	1	< 0.1%
54.97092413	1	< 0.1%
52.94729185	1	< 0.1%
49.32219442	1	< 0.1%
47.61672375	1	< 0.1%
43.56010216	1	< 0.1%
42.88541322	1	< 0.1%

value__prec__min
Real number (ℝ_≥0)

ZEROS

Distinct	813
Distinct (%)	2.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.8372956064
Minimum	0
Maximum	134.2
Zeros	21078
Zeros (%)	74.9%
Memory size	439.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.02976190476
95-th percentile	5
Maximum	134.2
Range	134.2
Interquartile range (IQR)	0.02976190476

Descriptive statistics

Standard deviation	3.089758114
Coefficient of variation (CV)	3.690164012
Kurtosis	180.1340599
Mean	0.8372956064
Median Absolute Deviation (MAD)	0
Skewness	8.984302494
Sum	23554.8
Variance	9.546605205
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	21078	74.9%
0.2	634	2.3%
0.4	360	1.3%
0.1	325	1.2%
0.6	235	0.8%
0.8	196	0.7%
1	196	0.7%
0.3	142	0.5%
1.2	133	0.5%
1.6	123	0.4%
0.5	114	0.4%
2	110	0.4%
1.4	106	0.4%
1.8	91	0.3%
2.2	90	0.3%
0.7	87	0.3%
3	77	0.3%
2.6	74	0.3%
2.4	70	0.2%
2.8	64	0.2%
4.2	57	0.2%
1.5	57	0.2%
3.2	56	0.2%
5	55	0.2%
0.9	55	0.2%
Other values (788)	3547	12.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	21078	74.9%
0.01666666667	6	< 0.1%
0.01666666667	12	< 0.1%
0.01666666667	1	< 0.1%
0.025	1	< 0.1%
0.02857142857	1	< 0.1%
0.03333333333	23	0.1%
0.03333333333	12	< 0.1%
0.03333333333	25	0.1%
0.03333333333	1	< 0.1%

Value	Count	Frequency (%)
134.2	1	< 0.1%
58.8	1	< 0.1%
58.2	1	< 0.1%
53.3	1	< 0.1%
49.36666667	1	< 0.1%
47.6	1	< 0.1%
45.6	1	< 0.1%
44.6	1	< 0.1%
43.1	1	< 0.1%
42.7	1	< 0.1%

value__prec__max
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	1677
Distinct (%)	6.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.460870183
Minimum	0
Maximum	177.8
Zeros	13878
Zeros (%)	49.3%
Memory size	439.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.05
Q3	2.8
95-th percentile	18.6
Maximum	177.8
Range	177.8
Interquartile range (IQR)	2.8

Descriptive statistics

Standard deviation	8.605465916
Coefficient of variation (CV)	2.486503526
Kurtosis	48.44477366
Mean	3.460870183
Median Absolute Deviation (MAD)	0.05
Skewness	5.401623613
Sum	97361.2
Variance	74.05404363
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	13878	49.3%
0.2	1080	3.8%
0.1	814	2.9%
0.4	476	1.7%
0.6	336	1.2%
0.8	274	1.0%
1	221	0.8%
1.2	206	0.7%
1.6	193	0.7%
0.3	191	0.7%
1.4	186	0.7%
0.5	154	0.5%
2	151	0.5%
2.2	145	0.5%
1.8	142	0.5%
2.6	130	0.5%
2.4	126	0.4%
3.2	115	0.4%
3	114	0.4%
0.7	104	0.4%
4	101	0.4%
2.8	99	0.4%
5.8	88	0.3%
4.8	87	0.3%
0.9	86	0.3%
Other values (1652)	8635	30.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	13878	49.3%
0.01666666667	23	0.1%
0.01666666667	23	0.1%
0.01666666667	1	< 0.1%
0.025	2	< 0.1%
0.02857142857	1	< 0.1%
0.03333333333	46	0.2%
0.03333333333	23	0.1%
0.03333333333	34	0.1%
0.03333333333	1	< 0.1%

Value	Count	Frequency (%)
177.8	1	< 0.1%
165.8	1	< 0.1%
150	1	< 0.1%
140.6	1	< 0.1%
138.1666667	1	< 0.1%
134.2	1	< 0.1%
129.8	1	< 0.1%
124	1	< 0.1%
113.2	1	< 0.1%
110.5333333	1	< 0.1%

value__tmin__mean
Real number (ℝ)

HIGH CORRELATION

Distinct	10208
Distinct (%)	36.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	9.336979066
Minimum	-17.53333333
Maximum	31.8
Zeros	18
Zeros (%)	0.1%
Memory size	439.6 KiB

Quantile statistics

Minimum	-17.53333333
5-th percentile	-0.6666666667
Q1	4.975
median	9.175
Q3	13.8
95-th percentile	19.73333333
Maximum	31.8
Range	49.33333333
Interquartile range (IQR)	8.825

Descriptive statistics

Standard deviation	6.154699084
Coefficient of variation (CV)	0.6591745618
Kurtosis	-0.4499099234
Mean	9.336979066
Median Absolute Deviation (MAD)	4.419949495
Skewness	7.249209527e-05
Sum	262667.8951
Variance	37.88032082
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6.5	53	0.2%
12	51	0.2%
10.3	51	0.2%
8.5	50	0.2%
7.3	49	0.2%
5.8	49	0.2%
7	48	0.2%
10	47	0.2%
10.1	47	0.2%
8.4	46	0.2%
6.7	46	0.2%
7.9	45	0.2%
13	45	0.2%
10.5	44	0.2%
9.2	44	0.2%
4.5	44	0.2%
11.4	43	0.2%
7.1	43	0.2%
9	43	0.2%
11.5	43	0.2%
10.4	43	0.2%
8.1	42	0.1%
12.5	42	0.1%
6.3	42	0.1%
10.2	42	0.1%
Other values (10183)	26990	95.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-17.53333333	1	< 0.1%
-14.23333333	1	< 0.1%
-13.66666667	1	< 0.1%
-13.6	1	< 0.1%
-13.175	1	< 0.1%
-11.75	1	< 0.1%
-11.35	1	< 0.1%
-10.8	1	< 0.1%
-10.475	1	< 0.1%
-9.95	1	< 0.1%

Value	Count	Frequency (%)
31.8	1	< 0.1%
27.6	1	< 0.1%
27.4	1	< 0.1%
26.4	1	< 0.1%
26.2	1	< 0.1%
25.325	1	< 0.1%
25.3	1	< 0.1%
25.2	1	< 0.1%
25	2	< 0.1%
24.92	1	< 0.1%

value__tmin__std
Real number (ℝ_≥0)

MISSING

Distinct	20531
Distinct (%)	80.7%
Missing	2705
Missing (%)	9.6%
Infinite	0
Infinite (%)	0.0%

Mean	2.093874788
Minimum	0
Maximum	10.10428952
Zeros	52
Zeros (%)	0.2%
Memory size	439.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0.4949747468
Q1	1.272792206
median	1.974335331
Q3	2.748791942
95-th percentile	4.19150813
Maximum	10.10428952
Range	10.10428952
Interquartile range (IQR)	1.475999736

Descriptive statistics

Standard deviation	1.133405327
Coefficient of variation (CV)	0.541295656
Kurtosis	1.27369621
Mean	2.093874788
Median Absolute Deviation (MAD)	0.7342928579
Skewness	0.8184927671
Sum	53240.95424
Variance	1.284607635
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3535533906	90	0.3%
0.7071067812	83	0.3%
0	52	0.2%
1.060660172	45	0.2%
1.414213562	43	0.2%
0.1414213562	41	0.1%
1.767766953	34	0.1%
0.2121320344	32	0.1%
0.5656854249	28	0.1%
2.121320344	27	0.1%
0.2828427125	27	0.1%
0.5656854249	25	0.1%
0.2828427125	25	0.1%
0.4949747468	24	0.1%
0.9192388155	24	0.1%
0.8485281374	23	0.1%
0.07071067812	21	0.1%
1.272792206	21	0.1%
0.4242640687	21	0.1%
0.7778174593	21	0.1%
1.202081528	20	0.1%
1.202081528	19	0.1%
2.333452378	19	0.1%
0.4949747468	19	0.1%
0.4242640687	18	0.1%
Other values (20506)	24625	87.5%
(Missing)	2705	9.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	52	0.2%
0.04040610178	1	< 0.1%
0.04714045208	1	< 0.1%
0.05773502692	2	< 0.1%
0.05773502692	1	< 0.1%
0.05773502692	1	< 0.1%
0.07071067812	4	< 0.1%
0.07071067812	17	0.1%
0.07071067812	10	< 0.1%
0.07071067812	3	< 0.1%

Value	Count	Frequency (%)
10.10428952	1	< 0.1%
10.08949949	1	< 0.1%
10.05967196	1	< 0.1%
9.647236219	1	< 0.1%
9.570919496	1	< 0.1%
9.290631482	1	< 0.1%
8.990717435	1	< 0.1%
8.466581364	1	< 0.1%
8.438947407	1	< 0.1%
8.297676095	1	< 0.1%

value__tmin__min
Real number (ℝ)

HIGH CORRELATION

Distinct	2433
Distinct (%)	8.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	6.931158467
Minimum	-25.2
Maximum	31.8
Zeros	124
Zeros (%)	0.4%
Memory size	439.6 KiB

Quantile statistics

Minimum	-25.2
5-th percentile	-3
Q1	2.3
median	6.7
Q3	11.5
95-th percentile	17.6
Maximum	31.8
Range	57
Interquartile range (IQR)	9.2

Descriptive statistics

Standard deviation	6.364344529
Coefficient of variation (CV)	0.9182223374
Kurtosis	-0.3055577776
Mean	6.931158467
Median Absolute Deviation (MAD)	4.6
Skewness	0.04894972211
Sum	194987.35
Variance	40.50488128
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.5	162	0.6%
6.7	159	0.6%
4.3	157	0.6%
7.2	154	0.5%
5.7	152	0.5%
2.6	151	0.5%
6.6	151	0.5%
7.6	150	0.5%
6.3	150	0.5%
5.3	149	0.5%
5	148	0.5%
5.2	145	0.5%
3.8	145	0.5%
9	144	0.5%
3.3	144	0.5%
7.3	144	0.5%
6.4	143	0.5%
5.8	142	0.5%
2.1	142	0.5%
6.2	141	0.5%
6.5	141	0.5%
4.2	140	0.5%
6.1	140	0.5%
9.4	139	0.5%
3.9	139	0.5%
Other values (2408)	24460	86.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-25.2	1	< 0.1%
-22	1	< 0.1%
-21.6	1	< 0.1%
-21.3	1	< 0.1%
-19.9	1	< 0.1%
-19.1	1	< 0.1%
-18.5	1	< 0.1%
-18	1	< 0.1%
-17.4	1	< 0.1%
-16.5	1	< 0.1%

Value	Count	Frequency (%)
31.8	1	< 0.1%
27.6	1	< 0.1%
27.4	1	< 0.1%
26.4	1	< 0.1%
26.2	1	< 0.1%
25.3	1	< 0.1%
25.2	1	< 0.1%
25	2	< 0.1%
24.9	1	< 0.1%
24.8	3	< 0.1%

value__tmin__max
Real number (ℝ)

HIGH CORRELATION

Distinct	2183
Distinct (%)	7.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	11.22898656
Minimum	-10.6
Maximum	31.8
Zeros	50
Zeros (%)	0.2%
Memory size	439.6 KiB

Quantile statistics

Minimum	-10.6
5-th percentile	0.9
Q1	6.9
median	11.1
Q3	15.7
95-th percentile	21.7
Maximum	31.8
Range	42.4
Interquartile range (IQR)	8.8

Descriptive statistics

Standard deviation	6.206698536
Coefficient of variation (CV)	0.5527389761
Kurtosis	-0.4513249714
Mean	11.22898656
Median Absolute Deviation (MAD)	4.4
Skewness	-0.02440409222
Sum	315893.85
Variance	38.52310671
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10.2	166	0.6%
10	164	0.6%
11	163	0.6%
10.3	161	0.6%
9.6	160	0.6%
9.9	159	0.6%
11.4	159	0.6%
11.2	157	0.6%
8.5	157	0.6%
9	157	0.6%
10.6	155	0.6%
8.6	153	0.5%
9.8	153	0.5%
11.5	151	0.5%
12.5	151	0.5%
9.1	150	0.5%
9.3	149	0.5%
10.8	149	0.5%
8.4	148	0.5%
10.5	148	0.5%
8.2	147	0.5%
10.1	147	0.5%
12	147	0.5%
14.6	146	0.5%
12.2	146	0.5%
Other values (2158)	24289	86.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-10.6	1	< 0.1%
-9.5	1	< 0.1%
-9	2	< 0.1%
-8.9	1	< 0.1%
-8.5	1	< 0.1%
-8	1	< 0.1%
-7.8	1	< 0.1%
-7.7	2	< 0.1%
-7.6	1	< 0.1%
-7.4	1	< 0.1%

Value	Count	Frequency (%)
31.8	1	< 0.1%
29	1	< 0.1%
27.8	1	< 0.1%
27.6	1	< 0.1%
27.5	1	< 0.1%
27.4	1	< 0.1%
27.2	3	< 0.1%
27.1	1	< 0.1%
27	2	< 0.1%
26.9	2	< 0.1%

value__tmax__mean
Real number (ℝ)

HIGH CORRELATION

Distinct	10800
Distinct (%)	38.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	20.03541409
Minimum	-5.1
Maximum	42.275
Zeros	0
Zeros (%)	0.0%
Memory size	439.6 KiB

Quantile statistics

Minimum	-5.1
5-th percentile	8.7
Q1	14.95
median	19.2
Q3	25.06666667
95-th percentile	33.24236111
Maximum	42.275
Range	47.375
Interquartile range (IQR)	10.11666667

Descriptive statistics

Standard deviation	7.386518929
Coefficient of variation (CV)	0.3686731353
Kurtosis	-0.2869356514
Mean	20.03541409
Median Absolute Deviation (MAD)	4.886607143
Skewness	0.2655169116
Sum	563636.2692
Variance	54.5606619
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
17.5	56	0.2%
16	52	0.2%
16.3	51	0.2%
18.2	50	0.2%
15.4	50	0.2%
21.1	49	0.2%
17	49	0.2%
19	49	0.2%
18.8	49	0.2%
16.1	48	0.2%
16.5	47	0.2%
18	47	0.2%
16.8	46	0.2%
15	46	0.2%
18.5	46	0.2%
17.7	45	0.2%
19.3	45	0.2%
20.3	45	0.2%
14.5	44	0.2%
17.8	44	0.2%
16.6	43	0.2%
16.4	43	0.2%
17.4	42	0.1%
14.9	42	0.1%
21	42	0.1%
Other values (10775)	26962	95.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-5.1	1	< 0.1%
-4.391666667	1	< 0.1%
-4.2	1	< 0.1%
-3.683333333	1	< 0.1%
-3.05	1	< 0.1%
-2.975	1	< 0.1%
-2.266666667	1	< 0.1%
-1.558333333	1	< 0.1%
-0.9	1	< 0.1%
-0.85	1	< 0.1%

Value	Count	Frequency (%)
42.275	1	< 0.1%
42.18	1	< 0.1%
42.1	1	< 0.1%
41.98	1	< 0.1%
41.83333333	1	< 0.1%
41.825	1	< 0.1%
41.58333333	1	< 0.1%
41.4	2	< 0.1%
41.32	1	< 0.1%
41.075	1	< 0.1%

value__tmax__std
Real number (ℝ_≥0)

MISSING

Distinct	21636
Distinct (%)	85.1%
Missing	2705
Missing (%)	9.6%
Infinite	0
Infinite (%)	0.0%

Mean	2.058930361
Minimum	0
Maximum	9.40452019
Zeros	58
Zeros (%)	0.2%
Memory size	439.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0.4509249753
Q1	1.158375297
median	1.790969751
Q3	2.626785107
95-th percentile	4.68598975
Maximum	9.40452019
Range	9.40452019
Interquartile range (IQR)	1.468409811

Descriptive statistics

Standard deviation	1.28441385
Coefficient of variation (CV)	0.6238257854
Kurtosis	1.660507931
Mean	2.058930361
Median Absolute Deviation (MAD)	0.7106920092
Skewness	1.186150721
Sum	52352.42229
Variance	1.649718937
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3535533906	88	0.3%
0.7071067812	79	0.3%
0	58	0.2%
1.060660172	56	0.2%
0.07071067812	50	0.2%
1.414213562	46	0.2%
0.4242640687	41	0.1%
0.7778174593	38	0.1%
0.1414213562	37	0.1%
0.2828427125	37	0.1%
0.1414213562	30	0.1%
0.2121320344	28	0.1%
1.767766953	27	0.1%
0.2121320344	27	0.1%
0.6363961031	26	0.1%
0.2121320344	24	0.1%
0.9899494937	23	0.1%
3.181980515	22	0.1%
1.343502884	21	0.1%
1.13137085	20	0.1%
0.07071067812	20	0.1%
0.5656854249	20	0.1%
0.4949747468	20	0.1%
0.2828427125	19	0.1%
0.5656854249	18	0.1%
Other values (21611)	24552	87.3%
(Missing)	2705	9.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	58	0.2%
0.03535533906	1	< 0.1%
0.03535533906	2	< 0.1%
0.04040610178	1	< 0.1%
0.04714045208	1	< 0.1%
0.05	1	< 0.1%
0.05773502692	1	< 0.1%
0.05773502692	1	< 0.1%
0.05773502692	3	< 0.1%
0.05773502692	3	< 0.1%

Value	Count	Frequency (%)
9.40452019	1	< 0.1%
9.238145557	1	< 0.1%
8.980256121	1	< 0.1%
8.980256121	1	< 0.1%
8.909545443	1	< 0.1%
8.909545443	1	< 0.1%
8.727112925	1	< 0.1%
8.662274528	1	< 0.1%
8.492349498	1	< 0.1%
8.470143643	1	< 0.1%

value__tmax__min
Real number (ℝ)

HIGH CORRELATION

Distinct	2442
Distinct (%)	8.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	17.67816188
Minimum	-7.9
Maximum	41.5
Zeros	10
Zeros (%)	< 0.1%
Memory size	439.6 KiB

Quantile statistics

Minimum	-7.9
5-th percentile	5.3
Q1	12.4
median	17
Q3	22.9
95-th percentile	31.5
Maximum	41.5
Range	49.4
Interquartile range (IQR)	10.5

Descriptive statistics

Standard deviation	7.845268846
Coefficient of variation (CV)	0.4437830641
Kurtosis	-0.2313347827
Mean	17.67816188
Median Absolute Deviation (MAD)	5.2
Skewness	0.1927046287
Sum	497322.05
Variance	61.54824326
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
16.5	162	0.6%
16	151	0.5%
17.4	150	0.5%
15	147	0.5%
15.4	144	0.5%
13.4	144	0.5%
15.8	143	0.5%
15.5	142	0.5%
14	140	0.5%
14.8	139	0.5%
16.2	138	0.5%
16.4	136	0.5%
12.9	135	0.5%
16.1	135	0.5%
13.5	134	0.5%
15.2	134	0.5%
17.6	134	0.5%
16.6	134	0.5%
15.3	134	0.5%
17.3	133	0.5%
15.6	133	0.5%
14.6	132	0.5%
17.1	131	0.5%
16.7	131	0.5%
18.3	131	0.5%
Other values (2417)	24665	87.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-7.9	1	< 0.1%
-6.7	2	< 0.1%
-5.3	1	< 0.1%
-5.2	2	< 0.1%
-5.1	1	< 0.1%
-5	1	< 0.1%
-4.7	2	< 0.1%
-4.583333333	1	< 0.1%
-4.4	1	< 0.1%
-4.383333333	1	< 0.1%

Value	Count	Frequency (%)
41.5	1	< 0.1%
40.8	1	< 0.1%
40.7	2	< 0.1%
40.6	1	< 0.1%
40.3	1	< 0.1%
40.2	1	< 0.1%
40	3	< 0.1%
39.9	5	< 0.1%
39.8	1	< 0.1%
39.7	3	< 0.1%

value__tmax__max
Real number (ℝ)

HIGH CORRELATION

Distinct	2370
Distinct (%)	8.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	21.90244206
Minimum	-5.1
Maximum	44.7
Zeros	0
Zeros (%)	0.0%
Memory size	439.6 KiB

Quantile statistics

Minimum	-5.1
5-th percentile	10.5
Q1	16.6
median	21
Q3	27.1
95-th percentile	35.4
Maximum	44.7
Range	49.8
Interquartile range (IQR)	10.5

Descriptive statistics

Standard deviation	7.53006637
Coefficient of variation (CV)	0.34380031
Kurtosis	-0.3487820875
Mean	21.90244206
Median Absolute Deviation (MAD)	5.1
Skewness	0.2661881113
Sum	616159.5
Variance	56.70189954
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
19.2	162	0.6%
18.1	157	0.6%
18.7	154	0.5%
19	152	0.5%
18.5	151	0.5%
18.3	149	0.5%
21	148	0.5%
17.6	148	0.5%
18.8	146	0.5%
16.6	145	0.5%
17.8	145	0.5%
18.6	144	0.5%
17	143	0.5%
17.3	141	0.5%
18	140	0.5%
17.5	140	0.5%
16.1	138	0.5%
19.4	137	0.5%
21.8	137	0.5%
19.3	136	0.5%
20.8	136	0.5%
19.9	136	0.5%
17.4	135	0.5%
16.9	135	0.5%
16.4	134	0.5%
Other values (2345)	24543	87.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-5.1	1	< 0.1%
-4.2	1	< 0.1%
-4.2	1	< 0.1%
-3.3	1	< 0.1%
-2.4	1	< 0.1%
-1.5	1	< 0.1%
-0.6	1	< 0.1%
-0.3	1	< 0.1%
0.3	2	< 0.1%
0.4	1	< 0.1%

Value	Count	Frequency (%)
44.7	1	< 0.1%
43.9	3	< 0.1%
43.8	1	< 0.1%
43.5	2	< 0.1%
43.3	1	< 0.1%
43.2	2	< 0.1%
43	2	< 0.1%
42.9	1	< 0.1%
42.7	2	< 0.1%
42.6	2	< 0.1%

Code comunidad autónoma alpha
Categorical

HIGH CORRELATION

Distinct	19
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	439.6 KiB

CL	4869
AN	4328
CM	2705
GA	2164
CT	2164
Other values (14)	11902

Common Values
Overview

Value	Count	Frequency (%)
CL	4869	17.3%
AN	4328	15.4%
CM	2705	9.6%
GA	2164	7.7%
CT	2164	7.7%
PV	1623	5.8%
VC	1623	5.8%
AR	1623	5.8%
CN	1082	3.8%
EX	1082	3.8%
IB	541	1.9%
MC	541	1.9%
MD	541	1.9%
RI	541	1.9%
NC	541	1.9%
ML	541	1.9%
CB	541	1.9%
AS	541	1.9%
CE	541	1.9%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Overview of Unicode Properties

Unique unicode characters	16
Unique unicode categories	1 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
C	14607	26.0%
A	8656	15.4%
N	5951	10.6%
L	5410	9.6%
M	4328	7.7%
V	3246	5.8%
T	2164	3.8%
G	2164	3.8%
R	2164	3.8%
E	1623	2.9%
P	1623	2.9%
X	1082	1.9%
I	1082	1.9%
B	1082	1.9%
D	541	1.0%
S	541	1.0%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	56264	100.0%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
C	14607	26.0%
A	8656	15.4%
N	5951	10.6%
L	5410	9.6%
M	4328	7.7%
V	3246	5.8%
T	2164	3.8%
G	2164	3.8%
R	2164	3.8%
E	1623	2.9%
P	1623	2.9%
X	1082	1.9%
I	1082	1.9%
B	1082	1.9%
D	541	1.0%
S	541	1.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	56264	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
C	14607	26.0%
A	8656	15.4%
N	5951	10.6%
L	5410	9.6%
M	4328	7.7%
V	3246	5.8%
T	2164	3.8%
G	2164	3.8%
R	2164	3.8%
E	1623	2.9%
P	1623	2.9%
X	1082	1.9%
I	1082	1.9%
B	1082	1.9%
D	541	1.0%
S	541	1.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	56264	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
C	14607	26.0%
A	8656	15.4%
N	5951	10.6%
L	5410	9.6%
M	4328	7.7%
V	3246	5.8%
T	2164	3.8%
G	2164	3.8%
R	2164	3.8%
E	1623	2.9%
P	1623	2.9%
X	1082	1.9%
I	1082	1.9%
B	1082	1.9%
D	541	1.0%
S	541	1.0%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

First rows

	fecha	Code provincia alpha	value__tmed__mean	value__tmed__std	value__tmed__min	value__tmed__max	value__prec__sum	value__prec__mean	value__prec__std	value__prec__max	value__tmin__mean	value__tmin__std	value__tmin__min	value__tmin__max	value__tmax__mean	value__tmax__std	value__tmax__min	value__tmax__max	Code comunidad autónoma alpha
0	2020-01-01	A	9.525	0.970824	8.2	10.3	0.4	0.10	0.200000	0.4	3.125	2.151550	0.2	5.1	15.900000	0.454606	15.3	16.3	VC
1	2020-01-02	A	8.650	2.853653	4.4	10.4	0.2	0.05	0.100000	0.2	4.175	2.005617	1.3	5.6	13.200000	3.918333	7.6	16.6	VC
2	2020-01-03	A	9.200	0.365148	8.8	9.6	0.0	0.00	0.000000	0.0	1.725	1.552149	-0.6	2.6	16.650000	1.144552	15.5	18.2	VC
3	2020-01-04	A	9.725	1.820943	7.0	10.8	0.0	0.00	0.000000	0.0	3.750	2.817209	-0.3	5.9	15.650000	1.147461	14.2	17.0	VC
4	2020-01-05	A	9.750	1.586401	7.4	10.8	0.2	0.05	0.100000	0.2	2.400	2.736177	-1.3	5.1	17.150000	1.100000	16.2	18.2	VC
5	2020-01-06	A	9.000	0.905539	7.8	10.0	0.0	0.00	0.000000	0.0	1.825	2.002290	-1.1	3.3	16.125000	0.618466	15.3	16.6	VC
6	2020-01-07	A	9.450	1.279323	7.6	10.4	0.0	0.00	0.000000	0.0	2.700	2.677063	-1.2	4.9	16.225000	0.788987	15.5	17.3	VC
7	2020-01-08	A	8.375	0.953502	7.1	9.4	0.2	0.05	0.100000	0.2	1.550	1.725302	-1.0	2.7	15.175000	0.732006	14.6	16.2	VC
8	2020-01-09	A	10.425	1.367175	8.4	11.4	0.0	0.00	0.000000	0.0	4.600	1.585350	2.3	5.7	16.225000	1.297112	14.4	17.2	VC
9	2020-01-10	A	9.500	1.852026	7.4	10.9	12.9	4.30	7.361386	12.8	3.900	2.253886	1.3	5.3	15.133333	1.601041	13.5	16.7	VC

Last rows

	fecha	Code provincia alpha	value__tmed__mean	value__tmed__std	value__tmed__min	value__tmed__max	value__prec__sum	value__prec__mean	value__prec__std	value__prec__min	value__prec__max	value__tmin__mean	value__tmin__std	value__tmin__min	value__tmin__max	value__tmax__mean	value__tmax__std	value__tmax__min	value__tmax__max	Code comunidad autónoma alpha
28122	2021-06-15	ZA	23.600000	1.732051	21.6	24.6	40.8	13.600000	9.985990	6.4	25.0	14.233333	2.706166	11.2	16.4	32.933333	1.106044	31.9	34.1	CL
28123	2021-06-16	ZA	20.833333	1.401190	19.4	22.2	1.8	0.600000	0.529150	0.2	1.2	14.033333	2.302897	11.5	16.0	27.633333	0.585947	27.2	28.3	CL
28124	2021-06-17	ZA	16.466667	2.203028	14.2	18.6	24.8	8.266667	8.619358	1.6	18.0	12.400000	2.463737	9.8	14.7	20.600000	1.951922	18.7	22.6	CL
28125	2021-06-18	ZA	16.433333	1.607275	14.6	17.6	22.8	7.600000	3.417601	4.4	11.2	11.166667	1.908752	9.0	12.6	21.700000	1.307670	20.2	22.6	CL
28126	2021-06-19	ZA	14.733333	2.274496	12.2	16.6	13.4	4.466667	0.503322	4.0	5.0	8.433333	2.853653	5.2	10.6	21.100000	1.670329	19.3	22.6	CL
28127	2021-06-20	ZA	14.233333	1.871719	12.1	15.6	6.2	2.066667	3.061590	0.2	5.6	10.266667	0.945163	9.2	11.0	18.200000	2.858321	15.0	20.5	CL
28128	2021-06-21	ZA	14.850000	1.202082	14.0	15.7	0.0	0.000000	0.000000	0.0	0.0	10.400000	1.414214	9.4	11.4	19.250000	1.060660	18.5	20.0	CL
28129	2021-06-22	ZA	16.533333	1.501111	15.0	18.0	0.4	0.133333	0.230940	0.0	0.4	11.233333	1.955335	9.2	13.1	21.733333	1.050397	20.7	22.8	CL
28130	2021-06-23	ZA	15.833333	0.802081	15.0	16.6	0.0	0.000000	0.000000	0.0	0.0	9.400000	0.781025	8.5	9.9	22.300000	0.964365	21.6	23.4	CL
28131	2021-06-24	ZA	16.666667	1.692139	14.8	18.1	0.0	0.000000	0.000000	0.0	0.0	7.400000	2.778489	4.2	9.2	25.966667	0.896289	25.4	27.0	CL

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent Uppercase Letter characters

Most occurring scripts

Most frequent Latin characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Uppercase Letter characters

Most occurring scripts

Most frequent Latin characters

Most occurring blocks

Most frequent ASCII characters

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows